Pandas Profiling Report

Dataset statistics

Number of variables	39
Number of observations	18857
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.9 MiB
Average record size in memory	270.0 B

Variable types

Numeric	23
Categorical	10
Boolean	6

Warnings

`OPPORTUNITY_ID` has a high cardinality: 18857 distinct values	High cardinality
`ACCOUNT_ID` has a high cardinality: 14468 distinct values	High cardinality
`SUB_REGION_C` has a high cardinality: 76 distinct values	High cardinality
`OWNER_SUB_REGION_C` has a high cardinality: 144 distinct values	High cardinality
`DNA_STD_DC_LEAD_SOURCE` has a high cardinality: 53 distinct values	High cardinality
`DNA_CUSTOM_DC_PREV_OPPS_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT` and 1 other fields	High correlation
`DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 1 other fields	High correlation
`DNA_STD_DC_MKTG_NURTURE_TIME` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 1 other fields	High correlation
`DNA_CUSTOM_DC_CONTACTS_ACTIVE` is highly correlated with `DNA_STD_DC_MKTG_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_EVENTS_TOTAL_IA_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT`	High correlation
`DNA_STD_DC_MKTG_TOTAL_IA_COUNT` is highly correlated with `DNA_CUSTOM_DC_CONTACTS_ACTIVE`	High correlation
`DNA_STD_DC_END_RESULT` is highly correlated with `DAYS_IN_NEGOTIATE_CLOSE_C` and 1 other fields	High correlation
`DNA_CUSTOM_DC_PREV_OPPS_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT` and 3 other fields	High correlation
`DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 1 other fields	High correlation
`DAYS_IN_BUSINESS_JUSTIFICATION_C` is highly correlated with `DAYS_IN_NEGOTIATE_CLOSE_C` and 1 other fields	High correlation
`DAYS_IN_NEGOTIATE_CLOSE_C` is highly correlated with `DNA_STD_DC_END_RESULT` and 2 other fields	High correlation
`DAYS_IN_PO_WITH_CHANNEL_C` is highly correlated with `DNA_STD_DC_END_RESULT` and 2 other fields	High correlation
`DNA_STD_DC_MKTG_NURTURE_TIME` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 4 other fields	High correlation
`DNA_CUSTOM_DC_CONTACTS_ACTIVE` is highly correlated with `DNA_STD_DC_MKTG_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_EVENTS_IA_BEFORE_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_EVENTS_TOTAL_IA_COUNT` is highly correlated with `DNA_STD_DC_MKTG_NURTURE_TIME` and 4 other fields	High correlation
`DNA_STD_DC_MKTG_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_MKTG_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_MKTG_TOTAL_IA_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 5 other fields	High correlation
`DNA_STD_DC_TASKS_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 3 other fields	High correlation
`DNA_STD_DC_END_RESULT` is highly correlated with `DAYS_IN_NEGOTIATE_CLOSE_C` and 1 other fields	High correlation
`DNA_CUSTOM_DC_PREV_OPPS_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT` and 2 other fields	High correlation
`DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 1 other fields	High correlation
`DAYS_IN_BUSINESS_JUSTIFICATION_C` is highly correlated with `DAYS_IN_NEGOTIATE_CLOSE_C` and 1 other fields	High correlation
`DAYS_IN_NEGOTIATE_CLOSE_C` is highly correlated with `DNA_STD_DC_END_RESULT` and 2 other fields	High correlation
`DAYS_IN_PO_WITH_CHANNEL_C` is highly correlated with `DNA_STD_DC_END_RESULT` and 2 other fields	High correlation
`DNA_STD_DC_MKTG_NURTURE_TIME` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 4 other fields	High correlation
`DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_EVENTS_IA_BEFORE_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_EVENTS_TOTAL_IA_COUNT` is highly correlated with `DNA_STD_DC_MKTG_NURTURE_TIME` and 4 other fields	High correlation
`DNA_STD_DC_MKTG_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_MKTG_TOTAL_IA_COUNT`	High correlation
`DNA_STD_DC_MKTG_TOTAL_IA_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 4 other fields	High correlation
`DNA_STD_DC_TASKS_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_MKTG_NURTURE_TIME` and 2 other fields	High correlation
`DNA_STD_AC_NUMBER_OF_EMPLOYEES` is highly correlated with `SUB_REGION_C`	High correlation
`DNA_CUSTOM_DC_INCUMBENT` is highly correlated with `SUB_REGION_C` and 1 other fields	High correlation
`DNA_CUSTOM_DC_PREV_OPPS_COUNT` is highly correlated with `DNA_STD_DC_MKTG_IA_AFTER_OPPTY_COUNT` and 2 other fields	High correlation
`ADVANCED_PAST_STAGE_2_C` is highly correlated with `ADVANCED_PAST_STAGE_1_C` and 1 other fields	High correlation
`DNA_CUSTOM_DC_CONTACTS_ACTIVE` is highly correlated with `DNA_STD_DC_MKTG_TOTAL_IA_COUNT` and 1 other fields	High correlation
`DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_IA_BEFORE_OPPTY_COUNT` and 1 other fields	High correlation
`DNA_STD_DC_MKTG_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 4 other fields	High correlation
`DNA_STD_DC_MKTG_IA_BEFORE_OPPTY_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 4 other fields	High correlation
`DNA_STD_DC_LEAD_SOURCE` is highly correlated with `SUB_REGION_C` and 1 other fields	High correlation
`CONVERTED_FROM_LEAD_C` is highly correlated with `df_index`	High correlation
`DNA_STD_DC_EVENTS_IA_BEFORE_OPPTY_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT` and 1 other fields	High correlation
`df_index` is highly correlated with `CONVERTED_FROM_LEAD_C`	High correlation
`DNA_STD_DC_EVENTS_TOTAL_IA_COUNT` is highly correlated with `DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT` and 4 other fields	High correlation
`DAYS_IN_DISCOVERY_C` is highly correlated with `DNA_ML_OPPORTUNITY_LIFE_DAYS`	High correlation
`DAYS_IN_TECHNICAL_VALIDATION_C` is highly correlated with `DNA_ML_OPPORTUNITY_LIFE_DAYS`	High correlation
`OPPORTUNITY_SUB_TYPE_C` is highly correlated with `SUB_REGION_C`	High correlation
`SUB_REGION_C` is highly correlated with `DNA_STD_AC_NUMBER_OF_EMPLOYEES` and 5 other fields	High correlation
`DNA_CUSTOM_DC_SEGMENT` is highly correlated with `SUB_REGION_C`	High correlation
`DNA_STD_DC_LEAD_SOURCE_INBOUND` is highly correlated with `DNA_STD_DC_LEAD_SOURCE`	High correlation
`DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT` is highly correlated with `DNA_CUSTOM_DC_PREV_OPPS_COUNT` and 3 other fields	High correlation
`DAYS_IN_CONSENSUS_C` is highly correlated with `DNA_ML_OPPORTUNITY_LIFE_DAYS`	High correlation
`DNA_STD_DC_MKTG_TOTAL_IA_COUNT` is highly correlated with `DNA_CUSTOM_DC_CONTACTS_ACTIVE` and 6 other fields	High correlation
`DNA_STD_DC_TASKS_IA_AFTER_OPPTY_COUNT` is highly correlated with `DNA_CUSTOM_DC_CONTACTS_ACTIVE` and 1 other fields	High correlation
`DNA_ML_OPPORTUNITY_LIFE_DAYS` is highly correlated with `DAYS_IN_DISCOVERY_C` and 2 other fields	High correlation
`ADVANCED_PAST_STAGE_1_C` is highly correlated with `ADVANCED_PAST_STAGE_2_C`	High correlation
`DNA_CUSTOM_DC_PRIMARY_COMPETITOR` is highly correlated with `DNA_CUSTOM_DC_INCUMBENT`	High correlation
`DNA_STD_DC_END_RESULT` is highly correlated with `ADVANCED_PAST_STAGE_2_C`	High correlation
`DNA_STD_DC_LEAD_SOURCE_INBOUND` is highly correlated with `DNA_STD_DC_LEAD_SOURCE`	High correlation
`DNA_STD_DC_LEAD_SOURCE` is highly correlated with `DNA_STD_DC_LEAD_SOURCE_INBOUND`	High correlation
`DAYS_IN_PO_WITH_CHANNEL_C` is highly skewed (γ1 = 75.39593925)	Skewed
`DNA_CUSTOM_DC_CONTACTS_ACTIVE` is highly skewed (γ1 = 38.38751239)	Skewed
`DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT` is highly skewed (γ1 = 25.85647049)	Skewed
`DNA_STD_DC_EVENTS_IA_BEFORE_OPPTY_COUNT` is highly skewed (γ1 = 29.92763112)	Skewed
`DNA_STD_DC_MKTG_IA_AFTER_OPPTY_COUNT` is highly skewed (γ1 = 33.60921849)	Skewed
`DNA_STD_DC_MKTG_IA_BEFORE_OPPTY_COUNT` is highly skewed (γ1 = 45.30960309)	Skewed
`OPPORTUNITY_ID` is uniformly distributed	Uniform
`ACCOUNT_ID` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`OPPORTUNITY_ID` has unique values	Unique
`DNA_STD_AC_NUMBER_OF_EMPLOYEES` has 1037 (5.5%) zeros	Zeros
`DNA_CUSTOM_DC_PREV_OPPS_COUNT` has 13580 (72.0%) zeros	Zeros
`DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT` has 15075 (79.9%) zeros	Zeros
`DNA_STD_AC_ANNUAL_REVENUE` has 449 (2.4%) zeros	Zeros
`DAYS_IN_BUSINESS_JUSTIFICATION_C` has 16804 (89.1%) zeros	Zeros
`DAYS_IN_CONSENSUS_C` has 14588 (77.4%) zeros	Zeros
`DAYS_IN_DISCOVERY_C` has 11475 (60.9%) zeros	Zeros
`DAYS_IN_NEGOTIATE_CLOSE_C` has 17716 (93.9%) zeros	Zeros
`DAYS_IN_TECHNICAL_VALIDATION_C` has 16458 (87.3%) zeros	Zeros
`DAYS_IN_PO_WITH_CHANNEL_C` has 17711 (93.9%) zeros	Zeros
`DNA_CUSTOM_DC_DURATION_POC` has 18279 (96.9%) zeros	Zeros
`DNA_STD_DC_MKTG_NURTURE_TIME` has 10500 (55.7%) zeros	Zeros
`DNA_CUSTOM_DC_CONTACTS_ACTIVE` has 1056 (5.6%) zeros	Zeros
`DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT` has 17549 (93.1%) zeros	Zeros
`DNA_STD_DC_EVENTS_IA_BEFORE_OPPTY_COUNT` has 17251 (91.5%) zeros	Zeros
`DNA_STD_DC_EVENTS_TOTAL_IA_COUNT` has 14666 (77.8%) zeros	Zeros
`DNA_STD_DC_MKTG_IA_AFTER_OPPTY_COUNT` has 17171 (91.1%) zeros	Zeros
`DNA_STD_DC_MKTG_IA_BEFORE_OPPTY_COUNT` has 17584 (93.2%) zeros	Zeros
`DNA_STD_DC_MKTG_TOTAL_IA_COUNT` has 14158 (75.1%) zeros	Zeros
`DNA_STD_DC_TASKS_IA_AFTER_OPPTY_COUNT` has 13371 (70.9%) zeros	Zeros

Reproduction

Analysis started	2021-09-28 23:17:02.851492
Analysis finished	2021-09-28 23:17:57.668413
Duration	54.82 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	18857
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30071.61155

Minimum	5
Maximum	56321
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	5
5-th percentile	3823.6
Q1	16117
median	31934
Q3	44067
95-th percentile	53049.8
Maximum	56321
Range	56316
Interquartile range (IQR)	27950

Descriptive statistics

Standard deviation	15978.15467
Coefficient of variation (CV)	0.5313368272
Kurtosis	-1.205353892
Mean	30071.61155
Median Absolute Deviation (MAD)	13879
Skewness	-0.1689257834
Sum	567060379
Variance	255301426.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32768	1	< 0.1%
25910	1	< 0.1%
25942	1	< 0.1%
39513	1	< 0.1%
11599	1	< 0.1%
34122	1	< 0.1%
51860	1	< 0.1%
38216	1	< 0.1%
32069	1	< 0.1%
30020	1	< 0.1%
Other values (18847)	18847	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
14	1	< 0.1%
18	1	< 0.1%
20	1	< 0.1%
21	1	< 0.1%
22	1	< 0.1%
23	1	< 0.1%
24	1	< 0.1%

Value	Count	Frequency (%)
56321	1	< 0.1%
56320	1	< 0.1%
56319	1	< 0.1%
56318	1	< 0.1%
56317	1	< 0.1%
56316	1	< 0.1%
56309	1	< 0.1%
56308	1	< 0.1%
56307	1	< 0.1%
56304	1	< 0.1%

OPPORTUNITY_ID
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	18857
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

0064000000rHRkmAAG	1
0066f0000134GWmAAM	1
0061W00000ypqr9QAA	1
0061W00001EFW0iQAH	1
0066f000012ZyzSAAS	1
Other values (18852)	18852

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	339426
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	18857 ?
Unique (%)	100.0%

Sample

1st row	0064000000g9NB0AAM
2nd row	0064000000g9XLjAAM
3rd row	0066f000012ZxZYAA0
4th row	0061W000014Qz7yQAC
5th row	0064000000g9XMwAAM

Common Values

Value	Count	Frequency (%)
0064000000rHRkmAAG	1	< 0.1%
0066f0000134GWmAAM	1	< 0.1%
0061W00000ypqr9QAA	1	< 0.1%
0061W00001EFW0iQAH	1	< 0.1%
0066f000012ZyzSAAS	1	< 0.1%
0061W00001FGK6fQAH	1	< 0.1%
0061W000015c8lxQAA	1	< 0.1%
0061W00001QNHIbQAP	1	< 0.1%
0061W00000vaOp7QAE	1	< 0.1%
0061W00000x8FRJQA2	1	< 0.1%
Other values (18847)	18847	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0061w00000yhvsdqam	1	< 0.1%
0061w00001a1sxgqan	1	< 0.1%
0064000000qqdaaaa4	1	< 0.1%
0061w00000yb31hqaq	1	< 0.1%
0064000000lafzhaao	1	< 0.1%
0064000000lutf7aao	1	< 0.1%
0061w00000xiyjkqag	1	< 0.1%
0061w00000txyzbqaa	1	< 0.1%
0064000000iuglaaae	1	< 0.1%
0061w000012z66xqas	1	< 0.1%
Other values (18847)	18847	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	127530	37.6%
A	28041	8.3%
1	26251	7.7%
6	22819	6.7%
Q	15213	4.5%
W	14553	4.3%
4	6772	2.0%
f	3329	1.0%
2	3296	1.0%
S	2810	0.8%
Other values (52)	88812	26.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	195812	57.7%
Uppercase Letter	103430	30.5%
Lowercase Letter	40184	11.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
f	3329	8.3%
q	2102	5.2%
z	1919	4.8%
y	1870	4.7%
r	1758	4.4%
p	1722	4.3%
x	1706	4.2%
o	1601	4.0%
n	1589	4.0%
m	1533	3.8%
Other values (16)	21055	52.4%

Uppercase Letter

Value	Count	Frequency (%)
A	28041	27.1%
Q	15213	14.7%
W	14553	14.1%
S	2810	2.7%
E	2774	2.7%
C	2667	2.6%
I	2635	2.5%
G	2527	2.4%
K	2188	2.1%
Y	2184	2.1%
Other values (16)	27838	26.9%

Decimal Number

Value	Count	Frequency (%)
0	127530	65.1%
1	26251	13.4%
6	22819	11.7%
4	6772	3.5%
2	3296	1.7%
3	2399	1.2%
5	1834	0.9%
7	1720	0.9%
8	1643	0.8%
9	1548	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	195812	57.7%
Latin	143614	42.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	28041	19.5%
Q	15213	10.6%
W	14553	10.1%
f	3329	2.3%
S	2810	2.0%
E	2774	1.9%
C	2667	1.9%
I	2635	1.8%
G	2527	1.8%
K	2188	1.5%
Other values (42)	66877	46.6%

Common

Value	Count	Frequency (%)
0	127530	65.1%
1	26251	13.4%
6	22819	11.7%
4	6772	3.5%
2	3296	1.7%
3	2399	1.2%
5	1834	0.9%
7	1720	0.9%
8	1643	0.8%
9	1548	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	339426	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	127530	37.6%
A	28041	8.3%
1	26251	7.7%
6	22819	6.7%
Q	15213	4.5%
W	14553	4.3%
4	6772	2.0%
f	3329	1.0%
2	3296	1.0%
S	2810	0.8%
Other values (52)	88812	26.2%

ACCOUNT_ID
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	14468
Distinct (%)	76.7%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

0014000001i13PuAAI	16
0014000001n7h4JAAQ	15
0014000001m4CMaAAM	14
0014000001o73b3AAA	13
00140000018iE65AAE	12
Other values (14463)	18787

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	339426
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	11445 ?
Unique (%)	60.7%

Sample

1st row	0014000001bs9dUAAQ
2nd row	0014000001bsF5mAAE
3rd row	0014000001bsF5mAAE
4th row	0014000001bsF6xAAE
5th row	0014000001bsF6xAAE

Common Values

Value	Count	Frequency (%)
0014000001i13PuAAI	16	0.1%
0014000001n7h4JAAQ	15	0.1%
0014000001m4CMaAAM	14	0.1%
0014000001o73b3AAA	13	0.1%
00140000018iE65AAE	12	0.1%
0011W000023Ye0cQAC	12	0.1%
0011W000024VCJHQA4	11	0.1%
0011W00001y0TCYQA2	10	0.1%
0014000001o5KseAAE	9	< 0.1%
0014000001iazWNAAY	9	< 0.1%
Other values (14458)	18736	99.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0014000001i13puaai	16	0.1%
0014000001n7h4jaaq	15	0.1%
0014000001m4cmaaam	14	0.1%
0014000001o73b3aaa	13	0.1%
00140000018ie65aae	12	0.1%
0011w000023ye0cqac	12	0.1%
0011w000024vcjhqa4	11	0.1%
0011w00001y0tcyqa2	10	0.1%
0014000001iazwnaay	9	< 0.1%
0014000001o5kseaae	9	< 0.1%
Other values (14458)	18736	99.4%

Most occurring characters

Value	Count	Frequency (%)
0	123001	36.2%
1	45372	13.4%
A	30313	8.9%
Q	13819	4.1%
W	13021	3.8%
4	9794	2.9%
2	7698	2.3%
3	3243	1.0%
5	2848	0.8%
I	2841	0.8%
Other values (52)	87476	25.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	198158	58.4%
Uppercase Letter	96430	28.4%
Lowercase Letter	44838	13.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	2639	5.9%
y	2227	5.0%
u	2208	4.9%
r	2177	4.9%
v	2124	4.7%
q	2080	4.6%
f	2064	4.6%
z	1997	4.5%
m	1921	4.3%
w	1905	4.2%
Other values (16)	23496	52.4%

Uppercase Letter

Value	Count	Frequency (%)
A	30313	31.4%
Q	13819	14.3%
W	13021	13.5%
I	2841	2.9%
E	2778	2.9%
C	2672	2.8%
Y	2560	2.7%
M	2542	2.6%
G	2175	2.3%
U	2131	2.2%
Other values (16)	21578	22.4%

Decimal Number

Value	Count	Frequency (%)
0	123001	62.1%
1	45372	22.9%
4	9794	4.9%
2	7698	3.9%
3	3243	1.6%
5	2848	1.4%
6	2206	1.1%
9	1611	0.8%
7	1197	0.6%
8	1188	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	198158	58.4%
Latin	141268	41.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	30313	21.5%
Q	13819	9.8%
W	13021	9.2%
I	2841	2.0%
E	2778	2.0%
C	2672	1.9%
o	2639	1.9%
Y	2560	1.8%
M	2542	1.8%
y	2227	1.6%
Other values (42)	65856	46.6%

Common

Value	Count	Frequency (%)
0	123001	62.1%
1	45372	22.9%
4	9794	4.9%
2	7698	3.9%
3	3243	1.6%
5	2848	1.4%
6	2206	1.1%
9	1611	0.8%
7	1197	0.6%
8	1188	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	339426	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	123001	36.2%
1	45372	13.4%
A	30313	8.9%
Q	13819	4.1%
W	13021	3.8%
4	9794	2.9%
2	7698	2.3%
3	3243	1.0%
5	2848	0.8%
I	2841	0.8%
Other values (52)	87476	25.8%

DNA_STD_DC_END_RESULT
Boolean

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.5 KiB

False	16462
True	2395

Common Values
Chart

Value	Count	Frequency (%)
False	16462	87.3%
True	2395	12.7%

ADVANCED_PAST_STAGE_1_C
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.5 KiB

False	9781
True	9076

Common Values
Chart

Value	Count	Frequency (%)
False	9781	51.9%
True	9076	48.1%

ADVANCED_PAST_STAGE_2_C
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.5 KiB

False	15231
True	3626

Common Values
Chart

Value	Count	Frequency (%)
False	15231	80.8%
True	3626	19.2%

DNA_STD_DC_AMOUNT
Real number (ℝ_≥0)

Distinct	7430
Distinct (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	261753.5242

Minimum	70000
Maximum	8421302.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	70000
5-th percentile	80000
Q1	113000
median	200000
Q3	276905
95-th percentile	674654.504
Maximum	8421302.64
Range	8351302.64
Interquartile range (IQR)	163905

Descriptive statistics

Standard deviation	320648.0785
Coefficient of variation (CV)	1.225000044
Kurtosis	96.73962293
Mean	261753.5242
Median Absolute Deviation (MAD)	85000
Skewness	7.470251924
Sum	4935886205
Variance	1.028151903 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200000	1972	10.5%
100000	1821	9.7%
150000	1359	7.2%
250000	1257	6.7%
300000	536	2.8%
500000	505	2.7%
75000	310	1.6%
80000	298	1.6%
400000	276	1.5%
350000	258	1.4%
Other values (7420)	10265	54.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
70000	159	0.8%
70000.52	1	< 0.1%
70038	1	< 0.1%
70114.84	1	< 0.1%
70141.01	1	< 0.1%
70147.75	1	< 0.1%
70147.85	1	< 0.1%
70167.38	1	< 0.1%
70172	1	< 0.1%
70199.51	1	< 0.1%

Value	Count	Frequency (%)
8421302.64	1	< 0.1%
6924400.4	1	< 0.1%
6425000	1	< 0.1%
6200000	1	< 0.1%
5935188.68	1	< 0.1%
5818999.68	1	< 0.1%
5207027.22	1	< 0.1%
5092228.1	1	< 0.1%
5000000	1	< 0.1%
4998922.5	1	< 0.1%

DNA_CUSTOM_DC_ISR_LED
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.5 KiB

False	18812
True	45

Common Values
Chart

Value	Count	Frequency (%)
False	18812	99.8%
True	45	0.2%

DNA_CUSTOM_DC_SDR_LED
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.5 KiB

False	9561
True	9296

Common Values
Chart

Value	Count	Frequency (%)
False	9561	50.7%
True	9296	49.3%

DNA_STD_AC_NUMBER_OF_EMPLOYEES
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	4606
Distinct (%)	24.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28133.28631

Minimum	0
Maximum	1001608
Zeros	1037
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	260
median	1864
Q3	12811
95-th percentile	141258
Maximum	1001608
Range	1001608
Interquartile range (IQR)	12551

Descriptive statistics

Standard deviation	86663.3908
Coefficient of variation (CV)	3.080457428
Kurtosis	49.29147687
Mean	28133.28631
Median Absolute Deviation (MAD)	1855
Skewness	6.121153201
Sum	530509380
Variance	7510543305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1037	5.5%
2	188	1.0%
1	168	0.9%
1000	157	0.8%
2000	147	0.8%
500	142	0.8%
3000	124	0.7%
300	115	0.6%
3	114	0.6%
200	108	0.6%
Other values (4596)	16557	87.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1037	5.5%
1	168	0.9%
2	188	1.0%
3	114	0.6%
4	69	0.4%
5	79	0.4%
6	61	0.3%
7	80	0.4%
8	41	0.2%
9	25	0.1%

Value	Count	Frequency (%)
1001608	45	0.2%
667748	12	0.1%
647502	6	< 0.1%
618000	1	< 0.1%
596696	1	< 0.1%
596028	1	< 0.1%
570503	17	0.1%
568816	50	0.3%
554649	8	< 0.1%
546002	1	< 0.1%

DNA_CUSTOM_DC_PREV_OPPS_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5028371427

Minimum	0
Maximum	38
Zeros	13580
Zeros (%)	72.0%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	38
Range	38
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.308649512
Coefficient of variation (CV)	2.602531518
Kurtosis	162.807401
Mean	0.5028371427
Median Absolute Deviation (MAD)	0
Skewness	9.090605946
Sum	9482
Variance	1.712563545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	13580	72.0%
1	3347	17.7%
2	1106	5.9%
3	393	2.1%
4	168	0.9%
5	99	0.5%
6	53	0.3%
7	29	0.2%
8	19	0.1%
9	14	0.1%
Other values (18)	49	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13580	72.0%
1	3347	17.7%
2	1106	5.9%
3	393	2.1%
4	168	0.9%
5	99	0.5%
6	53	0.3%
7	29	0.2%
8	19	0.1%
9	14	0.1%

Value	Count	Frequency (%)
38	1	< 0.1%
35	2	< 0.1%
31	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
24	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
19	2	< 0.1%
18	1	< 0.1%

DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3087977939

Minimum	0
Maximum	16
Zeros	15075
Zeros (%)	79.9%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7960468743
Coefficient of variation (CV)	2.577890419
Kurtosis	37.55787031
Mean	0.3087977939
Median Absolute Deviation (MAD)	0
Skewness	4.716968201
Sum	5823
Variance	0.6336906261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	15075	79.9%
1	2602	13.8%
2	756	4.0%
3	237	1.3%
4	93	0.5%
5	30	0.2%
6	28	0.1%
8	11	0.1%
7	11	0.1%
10	10	0.1%
Other values (2)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15075	79.9%
1	2602	13.8%
2	756	4.0%
3	237	1.3%
4	93	0.5%
5	30	0.2%
6	28	0.1%
7	11	0.1%
8	11	0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
16	1	< 0.1%
10	10	0.1%
9	3	< 0.1%
8	11	0.1%
7	11	0.1%
6	28	0.1%
5	30	0.2%
4	93	0.5%
3	237	1.3%
2	756	4.0%

DNA_STD_AC_ANNUAL_REVENUE
Real number (ℝ_≥0)

ZEROS

Distinct	13668
Distinct (%)	72.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2013323474

Minimum	0
Maximum	9.607312 × 10¹⁰
Zeros	449
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	86004.6
Q1	11424633
median	124677687
Q3	742508045
95-th percentile	9343858269
Maximum	9.607312 × 10¹⁰
Range	9.607312 × 10¹⁰
Interquartile range (IQR)	731083412

Descriptive statistics

Standard deviation	7395377209
Coefficient of variation (CV)	3.673218588
Kurtosis	54.92472867
Mean	2013323474
Median Absolute Deviation (MAD)	124077374
Skewness	6.825508767
Sum	3.796524075 × 10¹³
Variance	5.469160407 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	449	2.4%
94459	30	0.2%
85571	19	0.1%
209700	18	0.1%
5.9812 × 10¹⁰	18	0.1%
278625422	15	0.1%
1032946	14	0.1%
4500000	13	0.1%
6.722570625 × 10¹⁰	13	0.1%
7.4286 × 10¹⁰	12	0.1%
Other values (13658)	18256	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	449	2.4%
59	1	< 0.1%
79	2	< 0.1%
133	1	< 0.1%
134	1	< 0.1%
338	1	< 0.1%
601	1	< 0.1%
643	1	< 0.1%
652	1	< 0.1%
989	1	< 0.1%

Value	Count	Frequency (%)
9.607312 × 10¹⁰	1	< 0.1%
9.0165186 × 10¹⁰	1	< 0.1%
8.9571172 × 10¹⁰	1	< 0.1%
8.765429345 × 10¹⁰	3	< 0.1%
8.2574 × 10¹⁰	10	0.1%
8.2501797 × 10¹⁰	2	< 0.1%
8.201774126 × 10¹⁰	1	< 0.1%
7.854315387 × 10¹⁰	2	< 0.1%
7.73972963 × 10¹⁰	1	< 0.1%
7.7147 × 10¹⁰	2	< 0.1%

DAYS_IN_BUSINESS_JUSTIFICATION_C
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1633
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.53336692

Minimum	0
Maximum	1378.83
Zeros	16804
Zeros (%)	89.1%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	74.43
Maximum	1378.83
Range	1378.83
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	70.65134113
Coefficient of variation (CV)	4.861319578
Kurtosis	69.40887601
Mean	14.53336692
Median Absolute Deviation (MAD)	0
Skewness	7.404857645
Sum	274055.7
Variance	4991.612004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16804	89.1%
0.04	10	0.1%
0.08	7	< 0.1%
30.92	6	< 0.1%
7.04	6	< 0.1%
0.17	5	< 0.1%
28.08	5	< 0.1%
2.75	5	< 0.1%
6.13	5	< 0.1%
6.96	5	< 0.1%
Other values (1623)	1999	10.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16804	89.1%
0.04	10	0.1%
0.08	7	< 0.1%
0.13	5	< 0.1%
0.17	5	< 0.1%
0.21	5	< 0.1%
0.25	2	< 0.1%
0.29	1	< 0.1%
0.33	2	< 0.1%
0.38	1	< 0.1%

Value	Count	Frequency (%)
1378.83	1	< 0.1%
1246.08	1	< 0.1%
1207.38	1	< 0.1%
1067.79	1	< 0.1%
1022.17	1	< 0.1%
986.83	1	< 0.1%
886.17	1	< 0.1%
862.21	1	< 0.1%
850.79	1	< 0.1%
846.58	1	< 0.1%

DAYS_IN_CONSENSUS_C
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	3210
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.2983937

Minimum	0
Maximum	1541.96
Zeros	14588
Zeros (%)	77.4%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	324.342
Maximum	1541.96
Range	1541.96
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	138.8827975
Coefficient of variation (CV)	2.999732527
Kurtosis	21.65576034
Mean	46.2983937
Median Absolute Deviation (MAD)	0
Skewness	4.25155337
Sum	873048.81
Variance	19288.43144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14588	77.4%
15.42	31	0.2%
15.46	27	0.1%
15.54	26	0.1%
15.5	19	0.1%
15.29	17	0.1%
15.33	16	0.1%
15.58	14	0.1%
15.71	13	0.1%
15.21	12	0.1%
Other values (3200)	4094	21.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14588	77.4%
0.04	5	< 0.1%
0.08	2	< 0.1%
0.13	7	< 0.1%
0.17	3	< 0.1%
0.21	1	< 0.1%
0.25	1	< 0.1%
0.33	1	< 0.1%
0.38	2	< 0.1%
0.42	1	< 0.1%

Value	Count	Frequency (%)
1541.96	1	< 0.1%
1505.38	1	< 0.1%
1439.92	1	< 0.1%
1437.88	1	< 0.1%
1435.25	1	< 0.1%
1368.92	1	< 0.1%
1341.96	1	< 0.1%
1331.67	1	< 0.1%
1312.79	1	< 0.1%
1275.29	1	< 0.1%

DAYS_IN_DISCOVERY_C
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	4859
Distinct (%)	25.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.41969454

Minimum	0
Maximum	3257.25
Zeros	11475
Zeros (%)	60.9%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	70.92
95-th percentile	440.96
Maximum	3257.25
Range	3257.25
Interquartile range (IQR)	70.92

Descriptive statistics

Standard deviation	166.2224635
Coefficient of variation (CV)	2.119652015
Kurtosis	21.18547811
Mean	78.41969454
Median Absolute Deviation (MAD)	0
Skewness	3.427995121
Sum	1478760.18
Variance	27629.90738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11475	60.9%
0.04	31	0.2%
60.96	25	0.1%
61.5	24	0.1%
61.46	22	0.1%
0.08	19	0.1%
61.33	19	0.1%
61.54	18	0.1%
0.96	16	0.1%
61.29	16	0.1%
Other values (4849)	7192	38.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11475	60.9%
0.04	31	0.2%
0.08	19	0.1%
0.13	13	0.1%
0.17	10	0.1%
0.21	9	< 0.1%
0.25	8	< 0.1%
0.29	8	< 0.1%
0.33	3	< 0.1%
0.38	3	< 0.1%

Value	Count	Frequency (%)
3257.25	1	< 0.1%
2459.75	1	< 0.1%
2259	1	< 0.1%
2133.25	1	< 0.1%
1896	1	< 0.1%
1599.13	1	< 0.1%
1553.96	1	< 0.1%
1485	1	< 0.1%
1457.04	1	< 0.1%
1391.88	1	< 0.1%

DAYS_IN_NEGOTIATE_CLOSE_C
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	732
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.954315108

Minimum	0
Maximum	1104.67
Zeros	17716
Zeros (%)	93.9%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2.54
Maximum	1104.67
Range	1104.67
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26.62341945
Coefficient of variation (CV)	9.01170609
Kurtosis	391.5714198
Mean	2.954315108
Median Absolute Deviation (MAD)	0
Skewness	16.88581509
Sum	55709.52
Variance	708.8064634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17716	93.9%
0.13	16	0.1%
0.04	12	0.1%
0.08	12	0.1%
0.17	10	0.1%
0.92	10	0.1%
1.04	9	< 0.1%
0.79	8	< 0.1%
1	6	< 0.1%
0.88	6	< 0.1%
Other values (722)	1052	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17716	93.9%
0.04	12	0.1%
0.08	12	0.1%
0.13	16	0.1%
0.17	10	0.1%
0.21	6	< 0.1%
0.25	6	< 0.1%
0.29	1	< 0.1%
0.33	2	< 0.1%
0.42	4	< 0.1%

Value	Count	Frequency (%)
1104.67	1	< 0.1%
765.42	1	< 0.1%
685.04	1	< 0.1%
654.13	1	< 0.1%
618	1	< 0.1%
610.79	1	< 0.1%
600	1	< 0.1%
559.21	1	< 0.1%
558.21	1	< 0.1%
542.92	1	< 0.1%

DAYS_IN_TECHNICAL_VALIDATION_C
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	1948
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.64047781

Minimum	0
Maximum	1559.17
Zeros	16458
Zeros (%)	87.3%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	127.052
Maximum	1559.17
Range	1559.17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	88.86063171
Coefficient of variation (CV)	4.305163502
Kurtosis	53.61278632
Mean	20.64047781
Median Absolute Deviation (MAD)	0
Skewness	6.498707814
Sum	389217.49
Variance	7896.211867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16458	87.3%
0.04	9	< 0.1%
6.92	7	< 0.1%
6.96	6	< 0.1%
42.92	6	< 0.1%
14	6	< 0.1%
7.08	5	< 0.1%
12.92	4	< 0.1%
13.67	4	< 0.1%
1.67	4	< 0.1%
Other values (1938)	2348	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16458	87.3%
0.04	9	< 0.1%
0.08	4	< 0.1%
0.13	3	< 0.1%
0.17	2	< 0.1%
0.21	2	< 0.1%
0.25	1	< 0.1%
0.29	1	< 0.1%
0.33	3	< 0.1%
0.42	3	< 0.1%

Value	Count	Frequency (%)
1559.17	1	< 0.1%
1339.21	1	< 0.1%
1309.88	1	< 0.1%
1245.42	1	< 0.1%
1239.38	1	< 0.1%
1203.46	1	< 0.1%
1181.67	1	< 0.1%
1134.21	1	< 0.1%
1119.04	1	< 0.1%
1114.75	1	< 0.1%

DAYS_IN_PO_WITH_CHANNEL_C
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	262
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2567386117

Minimum	0
Maximum	419.29
Zeros	17711
Zeros (%)	93.9%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.25
Maximum	419.29
Range	419.29
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.25987279
Coefficient of variation (CV)	16.59225608
Kurtosis	6773.133279
Mean	0.2567386117
Median Absolute Deviation (MAD)	0
Skewness	75.39593925
Sum	4841.32
Variance	18.14651619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17711	93.9%
0.25	55	0.3%
0.17	45	0.2%
0.08	43	0.2%
0.04	34	0.2%
0.13	32	0.2%
0.33	30	0.2%
0.42	29	0.2%
0.21	22	0.1%
1	22	0.1%
Other values (252)	834	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17711	93.9%
0.04	34	0.2%
0.08	43	0.2%
0.13	32	0.2%
0.17	45	0.2%
0.21	22	0.1%
0.25	55	0.3%
0.29	18	0.1%
0.33	30	0.2%
0.38	12	0.1%

Value	Count	Frequency (%)
419.29	1	< 0.1%
325.04	1	< 0.1%
77.04	1	< 0.1%
70.83	1	< 0.1%
53.29	1	< 0.1%
50.25	1	< 0.1%
48.83	1	< 0.1%
43.63	1	< 0.1%
40.92	1	< 0.1%
37.58	1	< 0.1%

DNA_CUSTOM_DC_DURATION_POC
Real number (ℝ)

ZEROS

Distinct	125
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.294691626

Minimum	-18
Maximum	479
Zeros	18279
Zeros (%)	96.9%
Negative	3
Negative (%)	< 0.1%
Memory size	147.4 KiB

Quantile statistics

Minimum	-18
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	479
Range	497
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.90578156
Coefficient of variation (CV)	9.195843489
Kurtosis	503.3585826
Mean	1.294691626
Median Absolute Deviation (MAD)	0
Skewness	18.73553191
Sum	24414
Variance	141.7476346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18279	96.9%
14	44	0.2%
11	27	0.1%
18	21	0.1%
7	20	0.1%
16	17	0.1%
28	15	0.1%
10	15	0.1%
30	15	0.1%
21	15	0.1%
Other values (115)	389	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-18	1	< 0.1%
-6	1	< 0.1%
-1	1	< 0.1%
0	18279	96.9%
1	9	< 0.1%
2	3	< 0.1%
3	2	< 0.1%
4	14	0.1%
5	1	< 0.1%
6	4	< 0.1%

Value	Count	Frequency (%)
479	1	< 0.1%
396	1	< 0.1%
382	1	< 0.1%
379	1	< 0.1%
376	1	< 0.1%
361	1	< 0.1%
328	1	< 0.1%
262	1	< 0.1%
216	1	< 0.1%
180	2	< 0.1%

DNA_STD_DC_MKTG_NURTURE_TIME
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1506
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	207.8628626

Minimum	-682
Maximum	2186
Zeros	10500
Zeros (%)	55.7%
Negative	102
Negative (%)	0.5%
Memory size	147.4 KiB

Quantile statistics

Minimum	-682
5-th percentile	0
Q1	0
median	0
Q3	336
95-th percentile	983
Maximum	2186
Range	2868
Interquartile range (IQR)	336

Descriptive statistics

Standard deviation	346.6097347
Coefficient of variation (CV)	1.667492357
Kurtosis	2.957007145
Mean	207.8628626
Median Absolute Deviation (MAD)	0
Skewness	1.829307947
Sum	3919670
Variance	120138.3082
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10500	55.7%
1	154	0.8%
2	57	0.3%
3	53	0.3%
4	43	0.2%
6	41	0.2%
7	34	0.2%
5	34	0.2%
8	31	0.2%
14	23	0.1%
Other values (1496)	7887	41.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-682	1	< 0.1%
-540	1	< 0.1%
-503	1	< 0.1%
-448	1	< 0.1%
-407	1	< 0.1%
-404	1	< 0.1%
-378	1	< 0.1%
-375	1	< 0.1%
-329	1	< 0.1%
-316	1	< 0.1%

Value	Count	Frequency (%)
2186	1	< 0.1%
2122	1	< 0.1%
2072	1	< 0.1%
2025	1	< 0.1%
2009	1	< 0.1%
1973	1	< 0.1%
1960	1	< 0.1%
1936	1	< 0.1%
1927	1	< 0.1%
1921	1	< 0.1%

DNA_CUSTOM_DC_CONTACTS_ACTIVE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	117
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.497003765

Minimum	0
Maximum	1420
Zeros	1056
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	20
Maximum	1420
Range	1420
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	16.72259262
Coefficient of variation (CV)	3.042128646
Kurtosis	2823.327878
Mean	5.497003765
Median Absolute Deviation (MAD)	1
Skewness	38.38751239
Sum	103657
Variance	279.645104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	6192	32.8%
2	3683	19.5%
3	1800	9.5%
4	1215	6.4%
0	1056	5.6%
5	764	4.1%
6	544	2.9%
7	427	2.3%
8	355	1.9%
9	306	1.6%
Other values (107)	2515	13.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1056	5.6%
1	6192	32.8%
2	3683	19.5%
3	1800	9.5%
4	1215	6.4%
5	764	4.1%
6	544	2.9%
7	427	2.3%
8	355	1.9%
9	306	1.6%

Value	Count	Frequency (%)
1420	1	< 0.1%
459	1	< 0.1%
409	1	< 0.1%
352	1	< 0.1%
351	1	< 0.1%
330	1	< 0.1%
312	2	< 0.1%
305	1	< 0.1%
300	1	< 0.1%
210	1	< 0.1%

DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	50
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.301956833

Minimum	0
Maximum	161
Zeros	17549
Zeros (%)	93.1%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	161
Range	161
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.622463599
Coefficient of variation (CV)	8.684895694
Kurtosis	1061.597819
Mean	0.301956833
Median Absolute Deviation (MAD)	0
Skewness	25.85647049
Sum	5694
Variance	6.877315326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17549	93.1%
1	514	2.7%
2	331	1.8%
3	118	0.6%
4	72	0.4%
6	56	0.3%
5	42	0.2%
7	27	0.1%
9	16	0.1%
8	15	0.1%
Other values (40)	117	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17549	93.1%
1	514	2.7%
2	331	1.8%
3	118	0.6%
4	72	0.4%
5	42	0.2%
6	56	0.3%
7	27	0.1%
8	15	0.1%
9	16	0.1%

Value	Count	Frequency (%)
161	1	< 0.1%
83	2	< 0.1%
80	1	< 0.1%
76	1	< 0.1%
72	1	< 0.1%
67	1	< 0.1%
52	1	< 0.1%
48	4	< 0.1%
47	1	< 0.1%
46	1	< 0.1%

DNA_STD_DC_EVENTS_IA_BEFORE_OPPTY_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2059182267

Minimum	0
Maximum	87
Zeros	17251
Zeros (%)	91.5%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	87
Range	87
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.351499025
Coefficient of variation (CV)	6.563280225
Kurtosis	1530.283876
Mean	0.2059182267
Median Absolute Deviation (MAD)	0
Skewness	29.92763112
Sum	3883
Variance	1.826549614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	17251	91.5%
1	801	4.2%
2	456	2.4%
3	114	0.6%
4	81	0.4%
5	47	0.2%
6	37	0.2%
8	14	0.1%
7	12	0.1%
12	8	< 0.1%
Other values (18)	36	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17251	91.5%
1	801	4.2%
2	456	2.4%
3	114	0.6%
4	81	0.4%
5	47	0.2%
6	37	0.2%
7	12	0.1%
8	14	0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
87	1	< 0.1%
76	1	< 0.1%
36	1	< 0.1%
29	1	< 0.1%
27	2	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
23	2	< 0.1%
22	2	< 0.1%
20	2	< 0.1%

DNA_STD_DC_EVENTS_TOTAL_IA_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	62
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.191440844

Minimum	0
Maximum	240
Zeros	14666
Zeros (%)	77.8%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	240
Range	240
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.356393536
Coefficient of variation (CV)	5.335047532
Kurtosis	450.8738593
Mean	1.191440844
Median Absolute Deviation (MAD)	0
Skewness	17.99864448
Sum	22467
Variance	40.40373879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14666	77.8%
1	1209	6.4%
2	1002	5.3%
3	474	2.5%
4	385	2.0%
5	212	1.1%
6	189	1.0%
8	132	0.7%
7	102	0.5%
9	65	0.3%
Other values (52)	421	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14666	77.8%
1	1209	6.4%
2	1002	5.3%
3	474	2.5%
4	385	2.0%
5	212	1.1%
6	189	1.0%
7	102	0.5%
8	132	0.7%
9	65	0.3%

Value	Count	Frequency (%)
240	2	< 0.1%
171	1	< 0.1%
140	12	0.1%
139	3	< 0.1%
124	1	< 0.1%
117	1	< 0.1%
102	1	< 0.1%
90	1	< 0.1%
84	3	< 0.1%
77	1	< 0.1%

DNA_STD_DC_MKTG_IA_AFTER_OPPTY_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	74
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7511269025

Minimum	0
Maximum	430
Zeros	17171
Zeros (%)	91.1%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	430
Range	430
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.917093472
Coefficient of variation (CV)	10.54028746
Kurtosis	1422.454074
Mean	0.7511269025
Median Absolute Deviation (MAD)	0
Skewness	33.60921849
Sum	14164
Variance	62.68036904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17171	91.1%
1	434	2.3%
2	335	1.8%
3	156	0.8%
4	150	0.8%
5	98	0.5%
6	70	0.4%
8	49	0.3%
7	48	0.3%
9	38	0.2%
Other values (64)	308	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17171	91.1%
1	434	2.3%
2	335	1.8%
3	156	0.8%
4	150	0.8%
5	98	0.5%
6	70	0.4%
7	48	0.3%
8	49	0.3%
9	38	0.2%

Value	Count	Frequency (%)
430	1	< 0.1%
359	1	< 0.1%
340	1	< 0.1%
337	1	< 0.1%
333	1	< 0.1%
314	1	< 0.1%
251	1	< 0.1%
166	1	< 0.1%
153	1	< 0.1%
142	1	< 0.1%

DNA_STD_DC_MKTG_IA_BEFORE_OPPTY_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	52
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4642838203

Minimum	0
Maximum	551
Zeros	17584
Zeros (%)	93.2%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	551
Range	551
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.920459332
Coefficient of variation (CV)	17.05952046
Kurtosis	2431.192844
Mean	0.4642838203
Median Absolute Deviation (MAD)	0
Skewness	45.30960309
Sum	8755
Variance	62.73367603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17584	93.2%
1	423	2.2%
2	300	1.6%
3	123	0.7%
4	109	0.6%
5	81	0.4%
6	53	0.3%
7	25	0.1%
9	21	0.1%
8	18	0.1%
Other values (42)	120	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17584	93.2%
1	423	2.2%
2	300	1.6%
3	123	0.7%
4	109	0.6%
5	81	0.4%
6	53	0.3%
7	25	0.1%
8	18	0.1%
9	21	0.1%

Value	Count	Frequency (%)
551	1	< 0.1%
386	2	< 0.1%
384	1	< 0.1%
320	1	< 0.1%
313	1	< 0.1%
181	1	< 0.1%
137	1	< 0.1%
129	2	< 0.1%
111	1	< 0.1%
110	1	< 0.1%

DNA_STD_DC_MKTG_TOTAL_IA_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	156
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.879726362

Minimum	0
Maximum	1001
Zeros	14158
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	22
Maximum	1001
Range	1001
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	27.52673058
Coefficient of variation (CV)	5.641039791
Kurtosis	532.9154415
Mean	4.879726362
Median Absolute Deviation (MAD)	0
Skewness	19.3184144
Sum	92017
Variance	757.7208962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14158	75.1%
1	756	4.0%
2	577	3.1%
3	384	2.0%
4	353	1.9%
5	241	1.3%
6	205	1.1%
7	144	0.8%
8	140	0.7%
9	122	0.6%
Other values (146)	1777	9.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14158	75.1%
1	756	4.0%
2	577	3.1%
3	384	2.0%
4	353	1.9%
5	241	1.3%
6	205	1.1%
7	144	0.8%
8	140	0.7%
9	122	0.6%

Value	Count	Frequency (%)
1001	2	< 0.1%
954	1	< 0.1%
949	1	< 0.1%
824	1	< 0.1%
753	2	< 0.1%
704	2	< 0.1%
459	1	< 0.1%
451	8	< 0.1%
449	2	< 0.1%
443	3	< 0.1%

DNA_STD_DC_TASKS_IA_AFTER_OPPTY_COUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	182
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.329957045

Minimum	0
Maximum	1065
Zeros	13371
Zeros (%)	70.9%
Negative	0
Negative (%)	0.0%
Memory size	147.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	20
Maximum	1065
Range	1065
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	22.00360479
Coefficient of variation (CV)	5.081714335
Kurtosis	607.2304429
Mean	4.329957045
Median Absolute Deviation (MAD)	0
Skewness	19.38813218
Sum	81650
Variance	484.1586236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13371	70.9%
1	1248	6.6%
2	631	3.3%
3	413	2.2%
4	359	1.9%
5	263	1.4%
6	221	1.2%
7	202	1.1%
8	146	0.8%
9	142	0.8%
Other values (172)	1861	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13371	70.9%
1	1248	6.6%
2	631	3.3%
3	413	2.2%
4	359	1.9%
5	263	1.4%
6	221	1.2%
7	202	1.1%
8	146	0.8%
9	142	0.8%

Value	Count	Frequency (%)
1065	1	< 0.1%
862	1	< 0.1%
639	1	< 0.1%
594	1	< 0.1%
591	1	< 0.1%
533	1	< 0.1%
506	1	< 0.1%
464	1	< 0.1%
443	1	< 0.1%
428	1	< 0.1%

DNA_ML_OPPORTUNITY_LIFE_DAYS
Real number (ℝ)

HIGH CORRELATION

Distinct	1042
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	253.4450867

Minimum	-1
Maximum	1593
Zeros	33
Zeros (%)	0.2%
Negative	58
Negative (%)	0.3%
Memory size	147.4 KiB

Quantile statistics

Minimum	-1
5-th percentile	27
Q1	99
median	199
Q3	354
95-th percentile	670
Maximum	1593
Range	1594
Interquartile range (IQR)	255

Descriptive statistics

Standard deviation	207.0549505
Coefficient of variation (CV)	0.8169617851
Kurtosis	2.575246693
Mean	253.4450867
Median Absolute Deviation (MAD)	115
Skewness	1.427736347
Sum	4779214
Variance	42871.75251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
89	88	0.5%
104	86	0.5%
62	82	0.4%
55	80	0.4%
90	80	0.4%
125	78	0.4%
111	72	0.4%
121	72	0.4%
61	72	0.4%
54	70	0.4%
Other values (1032)	18077	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	58	0.3%
0	33	0.2%
1	30	0.2%
2	26	0.1%
3	21	0.1%
4	23	0.1%
5	37	0.2%
6	35	0.2%
7	33	0.2%
8	28	0.1%

Value	Count	Frequency (%)
1593	1	< 0.1%
1557	1	< 0.1%
1553	1	< 0.1%
1540	1	< 0.1%
1539	1	< 0.1%
1502	1	< 0.1%
1456	1	< 0.1%
1400	1	< 0.1%
1391	1	< 0.1%
1382	1	< 0.1%

SUB_REGION_C
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	76
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

Unknown	1327
SoCal	836
Bay Area	814
NYNJ	810
UK South	803
Other values (71)	14267

Length

Max length	16
Median length	8
Mean length	8.742270775
Min length	2

Characters and Unicode

Total characters	164853
Distinct characters	53
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	East
2nd row	Unknown
3rd row	S. TOLA
4th row	Ohio Valley OHVA
5th row	Unknown

Common Values

Value	Count	Frequency (%)
Unknown	1327	7.0%
SoCal	836	4.4%
Bay Area	814	4.3%
NYNJ	810	4.3%
UK South	803	4.3%
Carolinas/TN	773	4.1%
Mid Atlantic	697	3.7%
Great Plains	692	3.7%
France	689	3.7%
New England	670	3.6%
Other values (66)	10746	57.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
uk	1488	5.4%
unknown	1327	4.8%
tola	1186	4.3%
south	862	3.1%
socal	836	3.0%
area	814	2.9%
bay	814	2.9%
nynj	810	2.9%
great	796	2.9%
carolinas/tn	773	2.8%
Other values (79)	18011	65.0%

Most occurring characters

Value	Count	Frequency (%)
a	15110	9.2%
n	11161	6.8%
e	8967	5.4%
	8860	5.4%
o	8766	5.3%
l	7624	4.6%
t	7447	4.5%
i	7394	4.5%
N	7046	4.3%
r	6864	4.2%
Other values (43)	75614	45.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	103206	62.6%
Uppercase Letter	48421	29.4%
Space Separator	8860	5.4%
Other Punctuation	4327	2.6%
Dash Punctuation	36	< 0.1%
Decimal Number	3	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	7046	14.6%
A	5876	12.1%
S	4319	8.9%
C	3205	6.6%
U	2938	6.1%
L	2378	4.9%
T	2064	4.3%
O	1949	4.0%
P	1631	3.4%
M	1563	3.2%
Other values (14)	15452	31.9%

Lowercase Letter

Value	Count	Frequency (%)
a	15110	14.6%
n	11161	10.8%
e	8967	8.7%
o	8766	8.5%
l	7624	7.4%
t	7447	7.2%
i	7394	7.2%
r	6864	6.7%
s	4679	4.5%
d	4353	4.2%
Other values (13)	20841	20.2%

Other Punctuation

Value	Count	Frequency (%)
/	2143	49.5%
.	1137	26.3%
&	1047	24.2%

Space Separator

Value	Count	Frequency (%)
	8860	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	36	100.0%

Decimal Number

Value	Count	Frequency (%)
3	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	151627	92.0%
Common	13226	8.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	15110	10.0%
n	11161	7.4%
e	8967	5.9%
o	8766	5.8%
l	7624	5.0%
t	7447	4.9%
i	7394	4.9%
N	7046	4.6%
r	6864	4.5%
A	5876	3.9%
Other values (37)	65372	43.1%

Common

Value	Count	Frequency (%)
	8860	67.0%
/	2143	16.2%
.	1137	8.6%
&	1047	7.9%
-	36	0.3%
3	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	164853	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	15110	9.2%
n	11161	6.8%
e	8967	5.4%
	8860	5.4%
o	8766	5.3%
l	7624	4.6%
t	7447	4.5%
i	7394	4.5%
N	7046	4.3%
r	6864	4.2%
Other values (43)	75614	45.9%

OWNER_SUB_REGION_C
Categorical

HIGH CARDINALITY

Distinct	144
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

Unknown	1327
SoCal	829
UK South	816
NYNJ	807
Bay Area	801
Other values (139)	14277

Length

Max length	16
Median length	8
Mean length	8.79455905
Min length	2

Characters and Unicode

Total characters	165839
Distinct characters	60
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	43 ?
Unique (%)	0.2%

Sample

1st row	East
2nd row	Unknown
3rd row	S. TOLA
4th row	Ohio Valley OHVA
5th row	Unknown

Common Values

Value	Count	Frequency (%)
Unknown	1327	7.0%
SoCal	829	4.4%
UK South	816	4.3%
NYNJ	807	4.3%
Bay Area	801	4.2%
Carolinas/TN	760	4.0%
Great Plains	716	3.8%
Mid Atlantic	690	3.7%
Florida	669	3.5%
New England	659	3.5%
Other values (134)	10783	57.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
uk	1484	5.3%
unknown	1327	4.8%
tola	1177	4.2%
south	875	3.2%
socal	829	3.0%
nynj	807	2.9%
bay	801	2.9%
area	801	2.9%
great	770	2.8%
carolinas/tn	760	2.7%
Other values (147)	18145	65.3%

Most occurring characters

Value	Count	Frequency (%)
a	14971	9.0%
n	11004	6.6%
	8919	5.4%
o	8811	5.3%
e	8800	5.3%
l	7611	4.6%
t	7523	4.5%
i	7348	4.4%
N	7044	4.2%
r	6870	4.1%
Other values (50)	76938	46.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	102453	61.8%
Uppercase Letter	49516	29.9%
Space Separator	8919	5.4%
Other Punctuation	4393	2.6%
Dash Punctuation	371	0.2%
Decimal Number	187	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	7044	14.2%
A	6054	12.2%
S	4539	9.2%
C	3234	6.5%
U	2945	5.9%
L	2392	4.8%
T	2127	4.3%
O	2073	4.2%
P	1681	3.4%
I	1615	3.3%
Other values (15)	15812	31.9%

Lowercase Letter

Value	Count	Frequency (%)
a	14971	14.6%
n	11004	10.7%
o	8811	8.6%
e	8800	8.6%
l	7611	7.4%
t	7523	7.3%
i	7348	7.2%
r	6870	6.7%
s	4666	4.6%
d	4304	4.2%
Other values (13)	20545	20.1%

Decimal Number

Value	Count	Frequency (%)
1	52	27.8%
4	51	27.3%
2	41	21.9%
3	27	14.4%
6	7	3.7%
7	5	2.7%
5	4	2.1%

Other Punctuation

Value	Count	Frequency (%)
/	2164	49.3%
&	1124	25.6%
.	1105	25.2%

Space Separator

Value	Count	Frequency (%)
	8919	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	371	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	151969	91.6%
Common	13870	8.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	14971	9.9%
n	11004	7.2%
o	8811	5.8%
e	8800	5.8%
l	7611	5.0%
t	7523	5.0%
i	7348	4.8%
N	7044	4.6%
r	6870	4.5%
A	6054	4.0%
Other values (38)	65933	43.4%

Common

Value	Count	Frequency (%)
	8919	64.3%
/	2164	15.6%
&	1124	8.1%
.	1105	8.0%
-	371	2.7%
1	52	0.4%
4	51	0.4%
2	41	0.3%
3	27	0.2%
6	7	0.1%
Other values (2)	9	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	165839	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	14971	9.0%
n	11004	6.6%
	8919	5.4%
o	8811	5.3%
e	8800	5.3%
l	7611	4.6%
t	7523	4.5%
i	7348	4.4%
N	7044	4.2%
r	6870	4.1%
Other values (50)	76938	46.4%

CONVERTED_FROM_LEAD_C
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.5 KiB

False	11553
True	7304

Common Values
Chart

Value	Count	Frequency (%)
False	11553	61.3%
True	7304	38.7%

DNA_STD_DC_LEAD_SOURCE
Categorical

HIGH CARDINALITY
HIGH CORRELATION
HIGH CORRELATION

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

Sales	7001
Channel Marketing	4126
List Purchase	1854
Field Marketing	1556
Trade Show	1523
Other values (48)	2797

Length

Max length	35
Median length	10
Mean length	10.22076682
Min length	3

Characters and Unicode

Total characters	192733
Distinct characters	46
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10 ?
Unique (%)	0.1%

Sample

1st row	Channel Marketing
2nd row	Sales
3rd row	Sales
4th row	Field Marketing
5th row	Field Marketing

Common Values

Value	Count	Frequency (%)
Sales	7001	37.1%
Channel Marketing	4126	21.9%
List Purchase	1854	9.8%
Field Marketing	1556	8.3%
Trade Show	1523	8.1%
Web	771	4.1%
Lead Gen	503	2.7%
ISR/Partner Outbound	314	1.7%
Webinar	228	1.2%
Promotion	158	0.8%
Other values (43)	823	4.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sales	7053	24.2%
marketing	5691	19.5%
channel	4139	14.2%
list	1855	6.4%
purchase	1854	6.4%
field	1556	5.3%
trade	1523	5.2%
show	1523	5.2%
web	771	2.6%
gen	503	1.7%
Other values (65)	2704	9.3%

Most occurring characters

Value	Count	Frequency (%)
e	25175	13.1%
a	22198	11.5%
n	16087	8.3%
l	13323	6.9%
s	11004	5.7%
r	10696	5.5%
	10315	5.4%
i	10136	5.3%
S	9127	4.7%
t	8792	4.6%
Other values (36)	55880	29.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	151752	78.7%
Uppercase Letter	30281	15.7%
Space Separator	10315	5.4%
Other Punctuation	332	0.2%
Dash Punctuation	23	< 0.1%
Open Punctuation	15	< 0.1%
Close Punctuation	15	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	25175	16.6%
a	22198	14.6%
n	16087	10.6%
l	13323	8.8%
s	11004	7.3%
r	10696	7.0%
i	10136	6.7%
t	8792	5.8%
h	7654	5.0%
g	5958	3.9%
Other values (12)	20729	13.7%

Uppercase Letter

Value	Count	Frequency (%)
S	9127	30.1%
M	5707	18.8%
C	4322	14.3%
P	2513	8.3%
L	2358	7.8%
T	1680	5.5%
F	1556	5.1%
W	1002	3.3%
G	503	1.7%
O	451	1.5%
Other values (9)	1062	3.5%

Space Separator

Value	Count	Frequency (%)
	10315	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	332	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	23	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	15	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	15	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	182033	94.4%
Common	10700	5.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	25175	13.8%
a	22198	12.2%
n	16087	8.8%
l	13323	7.3%
s	11004	6.0%
r	10696	5.9%
i	10136	5.6%
S	9127	5.0%
t	8792	4.8%
h	7654	4.2%
Other values (31)	47841	26.3%

Common

Value	Count	Frequency (%)
	10315	96.4%
/	332	3.1%
-	23	0.2%
(	15	0.1%
)	15	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	192733	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	25175	13.1%
a	22198	11.5%
n	16087	8.3%
l	13323	6.9%
s	11004	5.7%
r	10696	5.5%
	10315	5.4%
i	10136	5.3%
S	9127	4.7%
t	8792	4.6%
Other values (36)	55880	29.0%

DNA_STD_DC_LEAD_SOURCE_INBOUND
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

Outbound	17963
Inbound	894

Length

Max length	8
Median length	8
Mean length	7.95259055
Min length	7

Characters and Unicode

Total characters	149962
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Outbound
2nd row	Outbound
3rd row	Outbound
4th row	Outbound
5th row	Outbound

Common Values

Value	Count	Frequency (%)
Outbound	17963	95.3%
Inbound	894	4.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
outbound	17963	95.3%
inbound	894	4.7%

Most occurring characters

Value	Count	Frequency (%)
u	36820	24.6%
n	19751	13.2%
b	18857	12.6%
o	18857	12.6%
d	18857	12.6%
O	17963	12.0%
t	17963	12.0%
I	894	0.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	131105	87.4%
Uppercase Letter	18857	12.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
u	36820	28.1%
n	19751	15.1%
b	18857	14.4%
o	18857	14.4%
d	18857	14.4%
t	17963	13.7%

Uppercase Letter

Value	Count	Frequency (%)
O	17963	95.3%
I	894	4.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	149962	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
u	36820	24.6%
n	19751	13.2%
b	18857	12.6%
o	18857	12.6%
d	18857	12.6%
O	17963	12.0%
t	17963	12.0%
I	894	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	149962	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
u	36820	24.6%
n	19751	13.2%
b	18857	12.6%
o	18857	12.6%
d	18857	12.6%
O	17963	12.0%
t	17963	12.0%
I	894	0.6%

DNA_CUSTOM_DC_PRIMARY_COMPETITOR
Categorical

HIGH CORRELATION

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

Veeam	3921
No Competitor	2944
Cohesity	2101
CommVault	2078
Other	1508
Other values (21)	6305

Length

Max length	46
Median length	8
Mean length	7.92474943
Min length	3

Characters and Unicode

Total characters	149437
Distinct characters	44
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None
2nd row	None
3rd row	DataDomain
4th row	Cohesity
5th row	None

Common Values

Value	Count	Frequency (%)
Veeam	3921	20.8%
No Competitor	2944	15.6%
Cohesity	2101	11.1%
CommVault	2078	11.0%
Other	1508	8.0%
NetBackup	1208	6.4%
Avamar	1131	6.0%
None	1074	5.7%
DataDomain	938	5.0%
TSM	366	1.9%
Other values (16)	1588	8.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
veeam	3921	17.5%
no	2944	13.1%
competitor	2944	13.1%
cohesity	2101	9.4%
commvault	2078	9.3%
other	1508	6.7%
netbackup	1208	5.4%
avamar	1131	5.0%
none	1074	4.8%
datadomain	938	4.2%
Other values (30)	2608	11.6%

Most occurring characters

Value	Count	Frequency (%)
e	18362	12.3%
o	16211	10.8%
t	15192	10.2%
m	13143	8.8%
a	12902	8.6%
r	7288	4.9%
C	7125	4.8%
i	6626	4.4%
V	6045	4.0%
N	5778	3.9%
Other values (34)	40765	27.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	117224	78.4%
Uppercase Letter	28468	19.1%
Space Separator	3598	2.4%
Other Punctuation	51	< 0.1%
Open Punctuation	48	< 0.1%
Close Punctuation	48	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	18362	15.7%
o	16211	13.8%
t	15192	13.0%
m	13143	11.2%
a	12902	11.0%
r	7288	6.2%
i	6626	5.7%
p	4514	3.9%
u	3768	3.2%
h	3693	3.2%
Other values (12)	15525	13.2%

Uppercase Letter

Value	Count	Frequency (%)
C	7125	25.0%
V	6045	21.2%
N	5778	20.3%
D	2276	8.0%
A	1610	5.7%
O	1508	5.3%
B	1478	5.2%
M	536	1.9%
S	495	1.7%
P	377	1.3%
Other values (8)	1240	4.4%

Space Separator

Value	Count	Frequency (%)
	3598	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	48	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	48	100.0%

Other Punctuation

Value	Count	Frequency (%)
\	51	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	145692	97.5%
Common	3745	2.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	18362	12.6%
o	16211	11.1%
t	15192	10.4%
m	13143	9.0%
a	12902	8.9%
r	7288	5.0%
C	7125	4.9%
i	6626	4.5%
V	6045	4.1%
N	5778	4.0%
Other values (30)	37020	25.4%

Common

Value	Count	Frequency (%)
	3598	96.1%
\	51	1.4%
(	48	1.3%
)	48	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	149437	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	18362	12.3%
o	16211	10.8%
t	15192	10.2%
m	13143	8.8%
a	12902	8.6%
r	7288	4.9%
C	7125	4.8%
i	6626	4.4%
V	6045	4.0%
N	5778	3.9%
Other values (34)	40765	27.3%

DNA_CUSTOM_DC_INCUMBENT
Categorical

HIGH CORRELATION

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

Veeam	3782
CommVault	2878
Veritas NetBackup	2532
Other	2041
DellEMC Avamar	1954
Other values (24)	5670

Length

Max length	35
Median length	9
Mean length	11.58243623
Min length	4

Characters and Unicode

Total characters	218410
Distinct characters	47
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	None
2nd row	None
3rd row	DellEMC DataDomain
4th row	IBM Spectrum Protect
5th row	None

Common Values

Value	Count	Frequency (%)
Veeam	3782	20.1%
CommVault	2878	15.3%
Veritas NetBackup	2532	13.4%
Other	2041	10.8%
DellEMC Avamar	1954	10.4%
DellEMC DataDomain	1013	5.4%
IBM Spectrum Protect (TSM)	1003	5.3%
DellEMC Networker	800	4.2%
Veritas BackupExec	800	4.2%
Not Sure	499	2.6%
Other values (19)	1555	8.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
dellemc	3793	12.5%
veeam	3782	12.5%
veritas	3332	11.0%
commvault	2878	9.5%
netbackup	2532	8.4%
other	2041	6.7%
avamar	1954	6.4%
ibm	1052	3.5%
spectrum	1052	3.5%
protect	1052	3.5%
Other values (34)	6855	22.6%

Most occurring characters

Value	Count	Frequency (%)
e	26330	12.1%
a	20652	9.5%
t	17094	7.8%
m	13626	6.2%
r	13070	6.0%
	11466	5.2%
l	10677	4.9%
V	9992	4.6%
u	8167	3.7%
o	7326	3.4%
Other values (37)	80010	36.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	151113	69.2%
Uppercase Letter	53511	24.5%
Space Separator	11466	5.2%
Open Punctuation	1121	0.5%
Close Punctuation	1121	0.5%
Other Punctuation	78	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	26330	17.4%
a	20652	13.7%
t	17094	11.3%
m	13626	9.0%
r	13070	8.6%
l	10677	7.1%
u	8167	5.4%
o	7326	4.8%
c	7053	4.7%
i	5151	3.4%
Other values (14)	21967	14.5%

Uppercase Letter

Value	Count	Frequency (%)
V	9992	18.7%
C	6717	12.6%
M	6107	11.4%
D	6059	11.3%
E	4744	8.9%
B	4462	8.3%
N	4258	8.0%
S	2584	4.8%
A	2337	4.4%
O	2041	3.8%
Other values (9)	4210	7.9%

Space Separator

Value	Count	Frequency (%)
	11466	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1121	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1121	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	78	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	204624	93.7%
Common	13786	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	26330	12.9%
a	20652	10.1%
t	17094	8.4%
m	13626	6.7%
r	13070	6.4%
l	10677	5.2%
V	9992	4.9%
u	8167	4.0%
o	7326	3.6%
c	7053	3.4%
Other values (33)	70637	34.5%

Common

Value	Count	Frequency (%)
	11466	83.2%
(	1121	8.1%
)	1121	8.1%
/	78	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	218410	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	26330	12.1%
a	20652	9.5%
t	17094	7.8%
m	13626	6.2%
r	13070	6.0%
	11466	5.2%
l	10677	4.9%
V	9992	4.6%
u	8167	3.7%
o	7326	3.4%
Other values (37)	80010	36.6%

DNA_CUSTOM_DC_SEGMENT
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

Commercial	11743
Unclassified	4430
Enterprise	2581
CAE	103

Length

Max length	12
Median length	10
Mean length	10.43161691
Min length	3

Characters and Unicode

Total characters	196709
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unclassified
2nd row	Unclassified
3rd row	Unclassified
4th row	Commercial
5th row	Unclassified

Common Values

Value	Count	Frequency (%)
Commercial	11743	62.3%
Unclassified	4430	23.5%
Enterprise	2581	13.7%
CAE	103	0.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
commercial	11743	62.3%
unclassified	4430	23.5%
enterprise	2581	13.7%
cae	103	0.5%

Most occurring characters

Value	Count	Frequency (%)
m	23486	11.9%
i	23184	11.8%
e	21335	10.8%
r	16905	8.6%
c	16173	8.2%
l	16173	8.2%
a	16173	8.2%
C	11846	6.0%
o	11743	6.0%
s	11441	5.8%
Other values (8)	28250	14.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	177646	90.3%
Uppercase Letter	19063	9.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	23486	13.2%
i	23184	13.1%
e	21335	12.0%
r	16905	9.5%
c	16173	9.1%
l	16173	9.1%
a	16173	9.1%
o	11743	6.6%
s	11441	6.4%
n	7011	3.9%
Other values (4)	14022	7.9%

Uppercase Letter

Value	Count	Frequency (%)
C	11846	62.1%
U	4430	23.2%
E	2684	14.1%
A	103	0.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	196709	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	23486	11.9%
i	23184	11.8%
e	21335	10.8%
r	16905	8.6%
c	16173	8.2%
l	16173	8.2%
a	16173	8.2%
C	11846	6.0%
o	11743	6.0%
s	11441	5.8%
Other values (8)	28250	14.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	196709	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
m	23486	11.9%
i	23184	11.8%
e	21335	10.8%
r	16905	8.6%
c	16173	8.2%
l	16173	8.2%
a	16173	8.2%
C	11846	6.0%
o	11743	6.0%
s	11441	5.8%
Other values (8)	28250	14.4%

OPPORTUNITY_SUB_TYPE_C
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	147.4 KiB

Regular	17783
MSP	1012
Renewal	25
NFR	21
POC	16

Length

Max length	7
Median length	7
Mean length	6.777483163
Min length	3

Characters and Unicode

Total characters	127803
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Regular
2nd row	Regular
3rd row	Regular
4th row	Regular
5th row	Regular

Common Values

Value	Count	Frequency (%)
Regular	17783	94.3%
MSP	1012	5.4%
Renewal	25	0.1%
NFR	21	0.1%
POC	16	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
regular	17783	94.3%
msp	1012	5.4%
renewal	25	0.1%
nfr	21	0.1%
poc	16	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	17833	14.0%
R	17829	14.0%
l	17808	13.9%
a	17808	13.9%
g	17783	13.9%
u	17783	13.9%
r	17783	13.9%
P	1028	0.8%
M	1012	0.8%
S	1012	0.8%
Other values (6)	124	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	106848	83.6%
Uppercase Letter	20955	16.4%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	17829	85.1%
P	1028	4.9%
M	1012	4.8%
S	1012	4.8%
N	21	0.1%
F	21	0.1%
O	16	0.1%
C	16	0.1%

Lowercase Letter

Value	Count	Frequency (%)
e	17833	16.7%
l	17808	16.7%
a	17808	16.7%
g	17783	16.6%
u	17783	16.6%
r	17783	16.6%
n	25	< 0.1%
w	25	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	127803	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	17833	14.0%
R	17829	14.0%
l	17808	13.9%
a	17808	13.9%
g	17783	13.9%
u	17783	13.9%
r	17783	13.9%
P	1028	0.8%
M	1012	0.8%
S	1012	0.8%
Other values (6)	124	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	127803	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	17833	14.0%
R	17829	14.0%
l	17808	13.9%
a	17808	13.9%
g	17783	13.9%
u	17783	13.9%
r	17783	13.9%
P	1028	0.8%
M	1012	0.8%
S	1012	0.8%
Other values (6)	124	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	OPPORTUNITY_ID	ACCOUNT_ID	DNA_STD_DC_END_RESULT	ADVANCED_PAST_STAGE_1_C	ADVANCED_PAST_STAGE_2_C	DNA_STD_DC_AMOUNT	DNA_CUSTOM_DC_ISR_LED	DNA_CUSTOM_DC_SDR_LED	DNA_STD_AC_NUMBER_OF_EMPLOYEES	DNA_CUSTOM_DC_PREV_OPPS_COUNT	DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT	DNA_STD_AC_ANNUAL_REVENUE	DAYS_IN_BUSINESS_JUSTIFICATION_C	DAYS_IN_CONSENSUS_C	DAYS_IN_DISCOVERY_C	DAYS_IN_NEGOTIATE_CLOSE_C	DAYS_IN_PO_WITH_CHANNEL_C	DNA_CUSTOM_DC_DURATION_POC	DNA_STD_DC_MKTG_NURTURE_TIME	DNA_CUSTOM_DC_CONTACTS_ACTIVE	DNA_STD_DC_EVENTS_IA_AFTER_OPPTY_COUNT	DNA_STD_DC_EVENTS_TOTAL_IA_COUNT	DNA_STD_DC_MKTG_IA_AFTER_OPPTY_COUNT	DNA_STD_DC_MKTG_IA_BEFORE_OPPTY_COUNT	DNA_STD_DC_MKTG_TOTAL_IA_COUNT	DNA_STD_DC_TASKS_IA_AFTER_OPPTY_COUNT	DNA_ML_OPPORTUNITY_LIFE_DAYS	SUB_REGION_C	OWNER_SUB_REGION_C	CONVERTED_FROM_LEAD_C	DNA_STD_DC_LEAD_SOURCE	DNA_STD_DC_LEAD_SOURCE_INBOUND	DNA_CUSTOM_DC_PRIMARY_COMPETITOR	DNA_CUSTOM_DC_INCUMBENT	DNA_CUSTOM_DC_SEGMENT	OPPORTUNITY_SUB_TYPE_C
0	5	0064000000g9NB0AAM	0014000001bs9dUAAQ	False	False	False	150000.00	False	False	570503.0	0.0	0.0	5.252100e+04	0.00	0.00	0.00	0.00	0.0	0.0	0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	283	East	East	False	Channel Marketing	Outbound	None	None	Unclassified	Regular
1	8	0064000000g9XLjAAM	0014000001bsF5mAAE	False	False	False	150000.00	False	False	26300.0	0.0	0.0	2.359056e+10	0.00	0.00	0.00	0.00	0.0	0.0	0	181.0	0.0	0.0	0.0	0.0	0.0	0.0	286	Unknown	Unknown	False	Sales	Outbound	None	None	Unclassified	Regular
2	9	0066f000012ZxZYAA0	0014000001bsF5mAAE	False	True	False	2688777.00	False	False	26300.0	3.0	3.0	2.359056e+10	0.00	36.33	143.71	0.00	0.0	0.0	1765	175.0	2.0	10.0	6.0	9.0	19.0	62.0	179	S. TOLA	S. TOLA	True	Sales	Outbound	DataDomain	DellEMC DataDomain	Unclassified	Regular
3	14	0061W000014Qz7yQAC	0014000001bsF6xAAE	False	True	True	272605.76	False	False	4925.0	1.0	1.0	1.311677e+07	269.79	0.00	0.00	60.04	6.0	33.0	1157	16.0	0.0	0.0	0.0	0.0	0.0	29.0	339	Ohio Valley OHVA	Ohio Valley OHVA	False	Field Marketing	Outbound	Cohesity	IBM Spectrum Protect	Commercial	Regular
4	18	0064000000g9XMwAAM	0014000001bsF6xAAE	False	True	False	250000.00	False	True	4925.0	0.0	0.0	1.311677e+07	0.00	0.00	0.00	0.00	0.0	0.0	0	17.0	0.0	0.0	0.0	0.0	0.0	0.0	359	Unknown	Unknown	False	Field Marketing	Outbound	None	None	Unclassified	Regular
5	20	0064000000g9bCyAAI	0014000001d1blnAAA	False	False	False	300000.00	False	False	2.0	0.0	0.0	9.090000e+04	0.00	0.00	0.00	0.00	0.0	0.0	0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	282	Bay Area	Bay Area	False	Sales	Outbound	None	None	Commercial	Regular
6	21	0061W00000svAX7QAM	0014000001d1btTAAQ	False	False	False	250000.00	False	False	260000.0	4.0	1.0	8.257400e+10	0.00	0.00	643.29	0.00	0.0	0.0	813	67.0	0.0	3.0	0.0	0.0	69.0	97.0	642	West	Carolinas/TN	False	Sales	Outbound	DataDomain	Veritas NetBackup	Enterprise	Regular
7	22	0061W00000svFRdQAM	0014000001d1btTAAQ	False	True	False	250000.00	False	False	260000.0	4.0	1.0	8.257400e+10	0.00	0.00	643.29	0.00	0.0	0.0	813	67.0	0.0	3.0	0.0	0.0	69.0	97.0	642	West	Carolinas/TN	False	Sales	Outbound	NetBackup	DellEMC DataDomain	Enterprise	Regular
8	23	0061W0000120beFQAQ	0014000001d1btTAAQ	False	True	True	75000.00	False	False	260000.0	3.0	1.0	8.257400e+10	0.00	0.00	0.00	0.00	0.0	0.0	707	67.0	0.0	3.0	0.0	0.0	69.0	152.0	606	Datos - Americas	Datos - Americas	False	Sales	Outbound	None	Veritas NetBackup	Unclassified	Renewal
9	24	0061W000013jBITQA2	0014000001d1btTAAQ	False	False	False	220000.00	False	False	260000.0	6.0	1.0	8.257400e+10	0.00	0.00	230.00	0.00	0.0	0.0	1136	64.0	0.0	3.0	0.0	0.0	69.0	63.0	229	Great Plains	Great Plains	True	PPC	Outbound	NetBackup	Veritas NetBackup	Commercial	Regular

Last rows

	df_index	OPPORTUNITY_ID	ACCOUNT_ID	DNA_STD_DC_END_RESULT	ADVANCED_PAST_STAGE_1_C	ADVANCED_PAST_STAGE_2_C	DNA_STD_DC_AMOUNT	DNA_CUSTOM_DC_ISR_LED	DNA_CUSTOM_DC_SDR_LED	DNA_STD_AC_NUMBER_OF_EMPLOYEES	DNA_CUSTOM_DC_PREV_OPPS_COUNT	DNA_CUSTOM_DC_PREV_OPPS_LOST_COUNT	DNA_STD_AC_ANNUAL_REVENUE	DAYS_IN_DISCOVERY_C	DNA_STD_DC_MKTG_NURTURE_TIME	DNA_CUSTOM_DC_CONTACTS_ACTIVE	DNA_STD_DC_MKTG_TOTAL_IA_COUNT	DNA_STD_DC_TASKS_IA_AFTER_OPPTY_COUNT	DNA_ML_OPPORTUNITY_LIFE_DAYS	SUB_REGION_C	OWNER_SUB_REGION_C	CONVERTED_FROM_LEAD_C	DNA_STD_DC_LEAD_SOURCE	DNA_STD_DC_LEAD_SOURCE_INBOUND	DNA_CUSTOM_DC_PRIMARY_COMPETITOR	DNA_CUSTOM_DC_INCUMBENT	DNA_CUSTOM_DC_SEGMENT	OPPORTUNITY_SUB_TYPE_C
18847	56304	0061W000014u2mFQAQ	0014000001brDkpAAE	False	False	False	450000.0	False	True	130.0	1.0	1.0	2.461044e+07	344.04	1190	3.0	0.0	5.0	343	Great Plains	Great Plains	True	Trade Show	Outbound	CommVault	CommVault	Commercial	Regular
18848	56307	0064000000fiFbDAAU	0014000001brDkpAAE	False	False	True	400000.0	False	False	130.0	0.0	0.0	2.461044e+07	0.00	0	5.0	0.0	0.0	217	Unknown	Unknown	False	Sales	Outbound	None	None	Unclassified	Regular
18849	56308	0064000000fiN8sAAE	0014000001brGFbAAM	False	False	False	200000.0	False	True	8000.0	0.0	0.0	1.061744e+09	0.00	0	2.0	0.0	0.0	228	East	East	False	Field Marketing	Outbound	None	None	Unclassified	Regular
18850	56309	0064000000ge6InAAI	0014000001brGN6AAM	False	True	False	140000.0	False	False	450.0	0.0	0.0	8.595864e+07	0.00	80	14.0	6.0	11.0	297	Unknown	Unknown	False	Sales	Outbound	None	None	Unclassified	Regular
18851	56316	0064000000g7kXCAAY	0014000001brKKxAAM	False	False	False	100000.0	False	False	3.0	0.0	0.0	3.014360e+05	0.00	0	0.0	0.0	0.0	94	NYNJ/MidAtlantic	NYNJ/MidAtlantic	False	Trade Show	Outbound	None	None	Unclassified	Regular
18852	56317	0064000000g8t7nAAA	0014000001brlgvAAA	False	False	False	80000.0	False	False	2.0	0.0	0.0	5.787300e+04	0.00	0	0.0	0.0	0.0	287	East	East	False	Sales	Outbound	None	None	Unclassified	Regular
18853	56318	0064000000g80QTAAY	0014000001brPVjAAM	False	True	False	280000.0	False	False	140.0	0.0	0.0	2.909489e+07	0.00	0	0.0	0.0	0.0	176	East	East	False	Channel Marketing	Outbound	None	None	Unclassified	Regular
18854	56319	0064000000g93lIAAQ	0014000001brsMMAAY	False	False	False	70000.0	False	False	11.0	0.0	0.0	2.082534e+06	0.00	0	0.0	0.0	0.0	222	East	East	False	Channel Marketing	Outbound	None	None	Unclassified	Regular
18855	56320	0064000000g9AQ7AAM	0014000001brwmMAAQ	False	False	False	160000.0	False	False	5802.0	0.0	0.0	3.894936e+07	0.00	0	0.0	0.0	0.0	222	East	East	False	Channel Marketing	Outbound	None	None	Unclassified	Regular
18856	56321	0064000000g8HnBAAU	0014000001brYdYAAU	False	False	False	75000.0	False	True	6.0	0.0	0.0	1.201174e+06	0.00	0	1.0	0.0	0.0	67	Bay Area	Bay Area	False	Web	Inbound	None	None	Commercial	Regular

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Dash Punctuation

Open Punctuation

Close Punctuation